{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'TCHEM_INSTALL_PATHexample/runs/PlugFlowReactor/X_SA'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid1 import host_subplot\n",
    "import mpl_toolkits.axisartist as AA\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.append('../../scripts')\n",
    "import pmixSample\n",
    "import os\n",
    "os.getcwd() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pressure, Temperature, phi(stoichiometric ratio)\n",
    "one_atm = 101325\n",
    "\n",
    "TempMin = 800\n",
    "TempMax = 1000\n",
    "\n",
    "PressureMax = 1*one_atm; # atm\n",
    "PressureMin = 1*one_atm; # atm\n",
    "\n",
    "phiMin = 1.0; # \n",
    "phiMax = 2.0; # \n",
    "\n",
    "velMin = 1.9e-2*0.8\n",
    "velMax = 1.9e-2*1.2\n",
    "\n",
    "nC=1\n",
    "fuel ='CH4(2)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "Nvel = 2\n",
    "Npt = 2\n",
    "Npphi = 2\n",
    "N = Nvel*Npt*Npphi\n",
    "pressure    = [1] #, np.linspace(PressureMin, PressureMax, Npp) #\n",
    "temperature = np.linspace(TempMin, TempMax,Npt)\n",
    "eqratio     = [phiMin, phiMax]#np.linspace(phiMin, phiMax,Npphi)\n",
    "velocity = [velMin,velMax]\n",
    "vel, temp, phi = np.meshgrid(velocity, temperature,eqratio)\n",
    "\n",
    "\n",
    "vel    = vel.reshape(np.size(vel)) #flatten()\n",
    "temp = temp.reshape(np.size(temp))#flatten()\n",
    "phi  = phi.reshape(np.size(phi))#flatten()\n",
    "sample = np.zeros([N,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(N):\n",
    "    sample[i,0] = temp[i]\n",
    "    sample[i,1] = one_atm\n",
    "    Yp_fuel, Yr_o2, Yr_n2, Yr_ar = pmixSample.getMassFraction(nC,phi[i])\n",
    "    sample[i,2] = Yp_fuel\n",
    "    sample[i,3] = Yr_o2\n",
    "    sample[i,4] = Yr_n2 +Yr_ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'inputs/'\n",
    "header_fuel = \"T P \"+fuel+\" O2(3) AR\"\n",
    "np.savetxt(filename+'sample.dat', sample, header=header_fuel, comments='')\n",
    "\n",
    "np.savetxt(filename+'sampleMarkDown.dat', sample,fmt='%10.5f', header=header_fuel, comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "header_site ='X(1) OX(25)'# 'X(1)'#\n",
    "sampleSurf = np.ones([N,2])\n",
    "sampleSurf[:,0] = 0.1\n",
    "sampleSurf[:,1] = 0.9\n",
    "\n",
    "np.savetxt(filename+'inputSurf.dat', sampleSurf, header=header_site, comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampleVel = vel\n",
    "np.savetxt(filename+'inputVelocity.dat', sampleVel, comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Samples 8\n",
      "8008 44\n"
     ]
    }
   ],
   "source": [
    "data = np.genfromtxt(\"PFRSolution.dat\", dtype=str)\n",
    "Header = (data[0,:]).tolist()\n",
    "solTchem = (data[1:,:]).astype(np.float)\n",
    "niterT, Nvars = np.shape(solTchem)\n",
    "Nsamples = len(np.where(solTchem[:,0]==-1)[0])\n",
    "print('Number of Samples',Nsamples)\n",
    "print(niterT, Nvars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "solTchem = solTchem.reshape( int(niterT/Nsamples), Nsamples,Nvars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No:0 ϕ: 1.0 Temp: 800.0 Vel: 0.0152\n",
      "No:1 ϕ: 2.0 Temp: 800.0 Vel: 0.0152\n",
      "No:2 ϕ: 1.0 Temp: 800.0 Vel: 0.022799999999999997\n",
      "No:3 ϕ: 2.0 Temp: 800.0 Vel: 0.022799999999999997\n",
      "No:4 ϕ: 1.0 Temp: 1000.0 Vel: 0.0152\n",
      "No:5 ϕ: 2.0 Temp: 1000.0 Vel: 0.0152\n",
      "No:6 ϕ: 1.0 Temp: 1000.0 Vel: 0.022799999999999997\n",
      "No:7 ϕ: 2.0 Temp: 1000.0 Vel: 0.022799999999999997\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('Temperature[K]')]\n",
    "    print('No:'+str(sp)+' ϕ: '+str(phi[sp])+' Temp: '+str(temp[sp]) +' Vel: '+str(vel[sp]) ) \n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Temperature [K]')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,2.5])\n",
    "plt.savefig('TempSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('CH4(2)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Mass Fraction $CH_4$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,1.2])\n",
    "plt.savefig('CH4SamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('O2(3)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Mass Fraction $O_2$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,2.2])\n",
    "plt.savefig('O2SamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('CO(7)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Mass Fraction $CO$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,2.0])\n",
    "plt.savefig('COSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('OH(17)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Mass Fraction $OH$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,2.5])\n",
    "plt.ylim([0,0.019])\n",
    "plt.savefig('OHSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('X(1)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Site Fraction $X$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,1.5])\n",
    "plt.ylim([0,1.05])\n",
    "plt.savefig('XSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('OX(25)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Site Fraction $OX$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,1.5])\n",
    "plt.ylim([0,1.])\n",
    "plt.savefig('OXSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for sp in range(Nsamples):\n",
    "    x  = solTchem[:,sp,  Header.index('t')]*1e2\n",
    "    y1 = solTchem[:,sp,  Header.index('CH4X(24)')]\n",
    "    plt.plot(x,y1,'-',label='No: '+str(sp))\n",
    "plt.legend(loc='best',frameon=False) \n",
    "plt.ylabel('Site Fraction $CH4X$ ')\n",
    "plt.xlabel('Position [m]x1e2')\n",
    "plt.xlim([0,1.2])\n",
    "plt.ylim([0,0.022])\n",
    "plt.savefig('CH4XSamplesPFR.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
